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When applied to multidimensional problems, conventional numerical methods suffer from the so-called “curse of dimensionality”, which cannot be eliminated by parallel methods and high-performance computers. In this book, the authors explain basic tensor formats and algorithms, showing how Tucker tensor decompositions originating from chemometrics brought about a revolution when applied to problems of numerical analysis.